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The deficiency of weak generalization ability for many kernel-based intelligent algorithms such as support vector machines requires large datasets and long training times to ensure the modeling performance, which is computationally expensive and ineffective for online rolling situations.
Aiming at the problem that unstable identification results and weak generalization ability in feature extraction based on manual design features in weed identification, this paper take the soybean seedlings and its associated weeds as the research object, and construct a weed identification model based on K-means feature learning combined with Convolutional neural network.
A fifth concern is that existing programs have limited effectiveness, modest effect sizes, scalability concerns, weak generalization, difficulty with maintenance or sustainability, and even iatrogenic effects (e.g., Hallfors et al. 2006; St. Pierre et al. 2005; Sanchez et al. 2007).
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Considering all the dimensions can lead to very complex models or to weak generalizations.
In this case, bigger (strongly overlapped) contextual regions seem to be more desirable, because they can alleviate the problem of weak context generalization.
The first one is a non-unital, stably commutative C⁎-algebra A that contradicts the weakest possible generalization of the Blackadar–Handelman theorem: The multiplier algebra of A is stably finite, while A has no bounded quasitrace.
Weak contractions are generalizations of Banach's contraction mapping studied by several authors.
Weak contractions are generalizations of the Banach contraction mapping, which have been studied by several authors.
Evidence-based medicine suggests a hierarchy of evidence beginning with systematic clinical observations with strong study designs developed to reduce bias, through systematic clinical observations with weaker designs, to generalization from physiological studies and unsystematic clinical observations.
Weak contractions are generalizations of Banach contraction mapping which have been studied by several authors, and in particular some types of weak contractions in complete metric spaces were introduced in [1].
In section 1.3 I will introduce a weaker compositionality principle, (Ccoll), that is a generalization of the weak principle.
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